Is radial basis function network appropriate for small datasets?
Not familiar with RBF but when you have a small data set image augmentation can help. You can do this easily with the Keras ImageDataGenerator, documentation is here. Alternatively you can create image augmentation yourself using image processing models like PIL or CV2.